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相关论文: MoXaRt: Audio-Visual Object-Guided Sound Interacti…

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General-purpose audio representations have proven effective across diverse music information retrieval applications, yet their utility in intelligent music production remains limited by insufficient understanding of audio effects (Fx).…

We introduce VoiceFilter-Lite, a single-channel source separation model that runs on the device to preserve only the speech signals from a target user, as part of a streaming speech recognition system. Delivering such a model presents…

音频与语音处理 · 电气工程与系统科学 2020-09-10 Quan Wang , Ignacio Lopez Moreno , Mert Saglam , Kevin Wilson , Alan Chiao , Renjie Liu , Yanzhang He , Wei Li , Jason Pelecanos , Marily Nika , Alexander Gruenstein

Auditory scene analysis (ASA) aims to retrieve information from the acoustic environment, by carrying out three main tasks: sound source location, separation, and classification. These tasks are traditionally executed with a linear data…

音频与语音处理 · 电气工程与系统科学 2025-08-21 Caleb Rascon , Luis Gato-Diaz , Eduardo García-Alarcón

This paper presents an audio-visual approach for voice separation which produces state-of-the-art results at a low latency in two scenarios: speech and singing voice. The model is based on a two-stage network. Motion cues are obtained with…

声音 · 计算机科学 2022-07-20 Juan F. Montesinos , Venkatesh S. Kadandale , Gloria Haro

Audio-visual recognition (AVR) has been considered as a solution for speech recognition tasks when the audio is corrupted, as well as a visual recognition method used for speaker verification in multi-speaker scenarios. The approach of AVR…

计算机视觉与模式识别 · 计算机科学 2017-11-01 Amirsina Torfi , Seyed Mehdi Iranmanesh , Nasser M. Nasrabadi , Jeremy Dawson

In multimedia applications such as films and video games, spatial audio techniques are widely employed to enhance user experiences by simulating 3D sound: transforming mono audio into binaural formats. However, this process is often complex…

多媒体 · 计算机科学 2025-02-14 Xiaojing Liu , Ogulcan Gurelli , Yan Wang , Joshua Reiss

We present an approach to Audio-Visual Speech Recognition that builds on a pre-trained Whisper model. To infuse visual information into this audio-only model, we extend it with an AV fusion module and LoRa adapters, one of the most…

声音 · 计算机科学 2025-02-05 Christopher Simic , Korbinian Riedhammer , Tobias Bocklet

Automatic Speech Recognition (ASR) in conversational settings presents unique challenges, including extracting relevant contextual information from previous conversational turns. Due to irrelevant content, error propagation, and redundancy,…

声音 · 计算机科学 2024-04-30 Kun Wei , Bei Li , Hang Lv , Quan Lu , Ning Jiang , Lei Xie

Social interactions play a crucial role in shaping human behavior, relationships, and societies. It encompasses various forms of communication, such as verbal conversation, non-verbal gestures, facial expressions, and body language. In this…

机器学习 · 计算机科学 2026-05-13 Alice Zhang , Callihan Bertley , Dawei Liang , Edison Thomaz

The presence of multiple talkers in the surrounding environment poses a difficult challenge for real-time speech communication systems considering the constraints on network size and complexity. In this paper, we present Personalized…

音频与语音处理 · 电气工程与系统科学 2021-06-09 Ritwik Giri , Shrikant Venkataramani , Jean-Marc Valin , Umut Isik , Arvindh Krishnaswamy

Audio-visual speech recognition (AVSR) system is thought to be one of the most promising solutions for robust speech recognition, especially in noisy environment. In this paper, we propose a novel multimodal attention based method for…

计算与语言 · 计算机科学 2019-04-24 Pan Zhou , Wenwen Yang , Wei Chen , Yanfeng Wang , Jia Jia

This study presents UX-Net, a time-domain audio separation network (TasNet) based on a modified U-Net architecture. The proposed UX-Net works in real-time and handles either single or multi-microphone input. Inspired by the…

音频与语音处理 · 电气工程与系统科学 2022-10-31 Kashyap Patel , Anton Kovalyov , Issa Panahi

Large Language Model (LLM)-based copilots have shown great potential in Extended Reality (XR) applications. However, the user faces challenges when describing the 3D environments to the copilots due to the complexity of conveying…

人机交互 · 计算机科学 2025-05-09 Xiyun Hu , Dizhi Ma , Fengming He , Zhengzhe Zhu , Shao-Kang Hsia , Chenfei Zhu , Ziyi Liu , Karthik Ramani

The objective of deep learning methods based on encoder-decoder architectures for music source separation is to approximate either ideal time-frequency masks or spectral representations of the target music source(s). The spectral…

Leveraging context information is an intuitive idea to improve performance on conversational automatic speech recognition(ASR). Previous works usually adopt recognized hypotheses of historical utterances as preceding context, which may bias…

音频与语音处理 · 电气工程与系统科学 2022-07-05 Kun Wei , Yike Zhang , Sining Sun , Lei Xie , Long Ma

Extended Reality (XR), encompassing Augmented Reality (AR), Virtual Reality (VR) and Mixed Reality (MR), is a transformative technology bridging the physical and virtual world and it has diverse potential which will be ubiquitous in the…

人机交互 · 计算机科学 2025-04-23 Baichuan Zeng

Cross-Modal Retrieval (CMR), which retrieves relevant items from one modality (e.g., audio) given a query in another modality (e.g., visual), has undergone significant advancements in recent years. This capability is crucial for robots to…

机器人学 · 计算机科学 2024-07-31 Jagoda Wojcik , Jiaqi Jiang , Jiacheng Wu , Shan Luo

Holographic communications are gaining ground among emerging eXtended-Reality (XR) applications due to their potential to revolutionize human communication. However, these technologies are characterized by higher requirements in terms of…

网络与互联网体系结构 · 计算机科学 2024-06-12 Inhar Yeregui , Daniel Mejías , Guillermo Pacho , Roberto Viola , Jasone Astorga , Mario Montagud

We present SpatialPrompt, an Extended Reality(XR) system that turns spatial sketches into executable constraints for controllable 3D generation. Users draw rough structures with a 3D pen and add voice prompts for semantic and stylistic…

人机交互 · 计算机科学 2026-05-11 Yichen Andy Yu , Wanru Li , Qiaoran Wang , Jymon Ross , Gavin Johnson , Mandy Lui , Qiao Jin

Autoregressive (AR) diffusion models offer a promising framework for sequential generation tasks such as video synthesis by combining diffusion modeling with causal inference. Although they support streaming generation, existing AR…

计算机视觉与模式识别 · 计算机科学 2026-03-20 Dingcheng Zhen , Xu Zheng , Ruixin Zhang , Zhiqi Jiang , Yichao Yan , Ming Tao , Shunshun Yin